{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 用决策树模型完成连续数据分类问题\n",
    "> 使用sklearn内置的机器学习数据集：鸢尾花数据集。连续数据集使用`二分法`进行连续属性离散化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn import preprocessing\n",
    "from sklearn import tree\n",
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.载入并熟悉数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris_data = load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['DESCR',\n",
       " 'data',\n",
       " 'feature_names',\n",
       " 'filename',\n",
       " 'frame',\n",
       " 'target',\n",
       " 'target_names']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# python内置函数，展示 dir() 函数不带参数时，返回当前范围内的变量、方法和定义的类型列表；带参数时，返回参数的属性、方法列表\n",
    "dir(iris_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['sepal length (cm)',\n",
       " 'sepal width (cm)',\n",
       " 'petal length (cm)',\n",
       " 'petal width (cm)']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 特征名\n",
    "feature_names = iris_data.feature_names\n",
    "feature_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['setosa', 'versicolor', 'virginica'], dtype='<U10')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 目标名\n",
    "target_names = iris_data.target_names\n",
    "target_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "特征数据的形状=> (150, 4)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 特征数据\n",
    "feature_data = iris_data.data\n",
    "print(\"特征数据的形状=>\", feature_data.shape)\n",
    "feature_data[0:5, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 目标数据\n",
    "target_data = iris_data.target\n",
    "target_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.构建决策树模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(max_depth=4)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = tree.DecisionTreeClassifier(max_depth=4)\n",
    "clf.fit(feature_data, target_data)\n",
    "clf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.模型预测\n",
    "> 此处使用原有的训练数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.predict(feature_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.绘制图结构图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pydotplus\n",
    "from IPython.display import Image, display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "dot_data = tree.export_graphviz(clf,\n",
    "                                out_file = None,\n",
    "                                feature_names = feature_names,\n",
    "                                class_names = target_names,\n",
    "                                filled=True,\n",
    "                                rounded=True\n",
    "                               )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph = pydotplus.graph_from_dot_data(dot_data)\n",
    "display(Image(graph.create_png()))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
